arnavarora2004 commented on code in PR #35696:
URL: https://github.com/apache/beam/pull/35696#discussion_r2240475538


##########
sdks/java/io/google-cloud-platform/src/main/java/org/apache/beam/sdk/io/gcp/bigtable/BigtableReadSchemaTransformProvider.java:
##########
@@ -152,45 +165,87 @@ public PCollectionRowTuple expand(PCollectionRowTuple 
input) {
                       .withInstanceId(configuration.getInstanceId())
                       .withProjectId(configuration.getProjectId()));
 
+      Schema outputSchema =
+          Boolean.FALSE.equals(configuration.getFlatten()) ? ROW_SCHEMA : 
FLATTENED_ROW_SCHEMA;
+
       PCollection<Row> beamRows =
-          bigtableRows.apply(MapElements.via(new 
BigtableRowToBeamRow())).setRowSchema(ROW_SCHEMA);
+          bigtableRows
+              .apply("ConvertToBeamRows", ParDo.of(new 
BigtableRowConverterDoFn(configuration)))
+              .setRowSchema(outputSchema);
 
       return PCollectionRowTuple.of(OUTPUT_TAG, beamRows);
     }
   }
 
-  public static class BigtableRowToBeamRow extends 
SimpleFunction<com.google.bigtable.v2.Row, Row> {
-    @Override
-    public Row apply(com.google.bigtable.v2.Row bigtableRow) {
-      // The collection of families is represented as a Map of column families.
-      // Each column family is represented as a Map of columns.
-      // Each column is represented as a List of cells
-      // Each cell is represented as a Beam Row consisting of value and 
timestamp_micros
-      Map<String, Map<String, List<Row>>> families = new HashMap<>();
-
-      for (Family fam : bigtableRow.getFamiliesList()) {
-        // Map of column qualifier to list of cells
-        Map<String, List<Row>> columns = new HashMap<>();
-        for (Column col : fam.getColumnsList()) {
-          List<Row> cells = new ArrayList<>();
-          for (Cell cell : col.getCellsList()) {
-            Row cellRow =
-                Row.withSchema(CELL_SCHEMA)
-                    .withFieldValue("value", 
ByteBuffer.wrap(cell.getValue().toByteArray()))
-                    .withFieldValue("timestamp_micros", 
cell.getTimestampMicros())
+  /**
+   * A {@link DoFn} that converts a Bigtable {@link 
com.google.bigtable.v2.Row} to a Beam {@link
+   * Row}. It supports both a nested representation and a flattened 
representation where each column
+   * becomes a separate output element.
+   */
+  private static class BigtableRowConverterDoFn extends 
DoFn<com.google.bigtable.v2.Row, Row> {
+    private final BigtableReadSchemaTransformConfiguration configuration;
+
+    BigtableRowConverterDoFn(BigtableReadSchemaTransformConfiguration 
configuration) {
+      this.configuration = configuration;
+    }
+
+    @ProcessElement
+    public void processElement(
+        @Element com.google.bigtable.v2.Row bigtableRow, OutputReceiver<Row> 
out) {

Review Comment:
   implemented, 



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